|Either the drive or the motherboard or some part in between is bad. |
A system ought to boot exactly the same each time. It would be rare but even the power supply could cause this. Might be able to test this with volt meter.
I'd look at motherboard first at least the connections. Then you may have to swap known good parts.
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